Characterizing the turbulent drag properties of rough surfaces with a Taylor-Couette set-up

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Characterizing the turbulent drag properties of rough surfaces with a Taylor-Couette set-up
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                                                                                                                                                                                                                                           J. Fluid Mech. (2021), vol. 919, A45, doi:10.1017/jfm.2021.413

                                                                                                                                                                                                                                           Characterizing the turbulent drag properties of
                                                                                                                                                                                                                                           rough surfaces with a Taylor–Couette set-up

                                                                                                                                                                                                                                           Pieter Berghout1, †, Pim A. Bullee1,2 , Thomas Fuchs3 , Sven Scharnowski3 ,
                                                                                                                                                                                                                                           Christian J. Kähler3 , Daniel Chung4 , Detlef Lohse1,5
                                                                                                                                                                                                                                           and Sander G. Huisman1, †
                                                                                                                                                                                                                                           1 Physics   of Fluids Group, Max Planck UT Center for Complex Fluid Dynamics, MESA+ Institute and
                                                                                                                                                                                                                                           J.M. Burgers Centre for Fluid Dynamics, University of Twente, P.O. Box 217, 7500 AE Enschede,
                                                                                                                                                                                                                                           The Netherlands
                                                                                                                                                                                                                                           2 Soft Matter, Fluidics and Interfaces, MESA+ Research Institute, University of Twente, P.O. Box 217,
                                                                                                                                                                                                                                           7500AE Enschede, The Netherlands
                                                                                                                                                                                                                                           3 Institut für Strömungsmechanik und Aerodynamik, Universität der Bundeswehr München,
                                                                                                                                                                                                                                           Werner-Heisenberg-Weg 39, 85577 Neubiberg, Germany
                                                                                                                                                                                                                                           4 Department of Mechanical Engineering, University of Melbourne, Melbourne, Victoria 3010, Australia
                                                                                                                                                                                                                                           5 Max Planck Institute for Dynamics and Self-Organization, Am Faßberg 17, 37077 Göttingen, Germany

                                                                                                                                                                                                                                           (Received 11 September 2020; revised 21 February 2021; accepted 13 April 2021)

                                                                                                                                                                                                                                           Wall roughness induces extra drag in wall-bounded turbulent flows. Mapping any given
                                                                                                                                                                                                                                           roughness geometry to its fluid dynamic behaviour has been hampered by the lack of
                                                                                                                                                                                                                                           accurate and direct measurements of skin-friction drag. Here, the Taylor–Couette (TC)
                                                                                                                                                                                                                                           system provides an opportunity as it is a closed system and allows direct and reliable
                                                                                                                                                                                                                                           measurement of the skin-friction. However, the wall curvature potentially complicates
                                                                                                                                                                                                                                           the connection between the wall friction and the wall roughness. Here, we investigate a
                                                                                                                                                                                                                                           highly turbulent TC flow, with a hydrodynamically fully rough, rotating inner cylinder,
                                                                                                                                                                                                                                           while the outer cylinder is kept smooth and stationary. We carry out particle image
                                                                                                                                                                                                                                           velocimetry (PIV) measurements in the Twente Turbulent Taylor–Couette (T3C) facility
                                                                                                                                                                                                                                           with Reynolds numbers in the range of 4.6 × 105 < Rei < 1.77 × 106 . From these we
                                                                                                                                                                                                                                           find, while taking into account the influence of the curved walls on the turbulence, that the
                                                                                                                                                                                                                                           observed effects of a hydrodynamically fully rough surface are similar for TC turbulence
                                                                                                                                                                                                                                           and flat-plate turbulent boundary layer flows (BL). Hence, the equivalent sand grain
                                                                                                                                                                                                                                           height ks , that characterizes the drag properties of a rough surface, is similar for both
                                                                                                                                                                                                                                           flow geometries. Next, we obtain the dependence of the torque (skin-friction drag) on the
                                                                                                                                                                                                                                           Reynolds number for a given wall roughness, characterized by ks , and find agreement with
                                                                                                                                                                                                                                           the same results derived from PIV measurements within 5 %. Our findings demonstrate

                                                                                                                                                                                                                                                                 † Email address for correspondence: s.g.huisman@utwente.nl
                                                                                                                                                                                                                                           © The Author(s), 2021. Published by Cambridge University Press. This is an Open Access article,
                                                                                                                                                                                                                                           distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/
                                                                                                                                                                                                                                           licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium,
                                                                                                                                                                                                                                           provided the original work is properly cited.                                                          919 A45-1
Characterizing the turbulent drag properties of rough surfaces with a Taylor-Couette set-up
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                                                                                                                                                                                                                                                                              P. Berghout and others
                                                                                                                                                                                                                                           that global torque measurements in the TC facility could be well suited to reliably deduce
                                                                                                                                                                                                                                           wall-drag properties for any rough surface.
                                                                                                                                                                                                                                           Key words: Taylor–Couette flow, turbulence modelling

                                                                                                                                                                                                                                           1. Introduction
                                                                                                                                                                                                                                                              1.1. Turbulent boundary layers over fully rough walls
                                                                                                                                                                                                                                           The transport of a fluid over a solid body or the transport of a solid body through a fluid
                                                                                                                                                                                                                                           is always hindered by friction forces acting on the interface between the solid and the
                                                                                                                                                                                                                                           fluid. Ideally, the solid surface is smooth, and the drag force is a purely viscous force.
                                                                                                                                                                                                                                           In nature and engineering applications, however, solid surfaces are nearly always rough.
                                                                                                                                                                                                                                           This means that, in addition to a modified viscous force, the roughness also results in a
                                                                                                                                                                                                                                           pressure contribution to the drag force (‘pressure drag’), and consequently, an increase
                                                                                                                                                                                                                                           in the total drag force (the so-called ‘drag penalty’). The contribution of the pressure
                                                                                                                                                                                                                                           drag to the total friction drag at the surface grows with increasing roughness height.
                                                                                                                                                                                                                                           Ultimately, when the pressure drag dominates, the surface is called hydrodynamically fully
                                                                                                                                                                                                                                           rough.
                                                                                                                                                                                                                                              Owing to the obvious interest in reducing the drag penalty, substantial research has
                                                                                                                                                                                                                                           been carried out to investigate the effects of rough surfaces on wall-bounded turbulent
                                                                                                                                                                                                                                           flows (Jiménez 2004; Flack & Schultz 2010; Chung et al. 2021). The key effect thereof
                                                                                                                                                                                                                                           is a downward shift (by u+ ) of the mean streamwise velocity (u+ ) in the overlap (or
                                                                                                                                                                                                                                           logarithmic) region of the turbulent boundary layer (BL) (Clauser 1954; Hama 1954). This
                                                                                                                                                                                                                                           shift can be considered as a direct measure of the drag penalty. The mean velocity profile
                                                                                                                                                                                                                                           for a rough wall in the overlap region is given by the Prandtl–von Kármán profile for
                                                                                                                                                                                                                                           smooth walls, minus this shift (Pope 2000)

                                                                                                                                                                                                                                                                                1
                                                                                                                                                                                                                                                                            u+ = log y+ +A − u+ ,                                   (1.1)
                                                                                                                                                                                                                                                                                κ

                                                                                                                                                                                                                                           where y+ is the wall-normal distance, and the von Kármán constant κ ≈ 0.40 and A ≈
                                                                                                                                                                                                                                           5.0 are extracted from experimental or numerical data. The superscript  √ ‘+’ indicates a
                                                                                                                                                                                                                                           normalization of the velocity u with the viscous velocity scale uτ = τw /ρ and of the
                                                                                                                                                                                                                                           wall-normal distance y with the viscous length scale δν = ν/uτ , where τw is the wall
                                                                                                                                                                                                                                           shear stress, ρ is the fluid density and ν is the kinematic viscosity. For a fully rough
                                                                                                                                                                                                                                           surface, it can be derived from dimensional arguments that the velocity shift u+ depends
                                                                                                                                                                                                                                           logarithmically on the roughness height k+ , see e.g. Raupach, Antonia & Rajagopalan
                                                                                                                                                                                                                                           (1991) and Pope (2000). The so-called fully rough asymptote of the roughness function is
                                                                                                                                                                                                                                           given by
                                                                                                                                                                                                                                                                                  1
                                                                                                                                                                                                                                                                             u+ = log ks+ +A − B,                                   (1.2)
                                                                                                                                                                                                                                                                                  κ
                                                                                                                                                                                                                                           where B ≈ 8.5 is the Nikuradse constant. The equivalent sand grain roughness height ks+
                                                                                                                                                                                                                                           is obtained by fitting, such that the velocity shift of any fully rough surface collapses with
                                                                                                                                                                                                                                           the velocity shift of sand grains in turbulent pipe flow, which has historically grown to be
                                                                                                                                                                                                                                           the reference case (Nikuradse 1933). Hence, the key objective in research of wall bounded
                                                                                                                                                                                                                                           turbulent flows over rough surfaces is to relate the statistics of a rough surface to the value
                                                                                                                                                                                                                                           of ks , which characterizes the roughness (Forooghi et al. 2017).
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Characterizing the turbulent drag properties of rough surfaces with a Taylor-Couette set-up
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                                                                                                                                                                                                                                                                    Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                                                              1.2. Taylor–Couette flow
                                                                                                                                                                                                                                           TC flow – the flow between two coaxial, independently, rotating cylinders – is a canonical
                                                                                                                                                                                                                                           system in turbulence (Taylor 1923; Grossmann, Lohse & Sun 2016). Because the domain
                                                                                                                                                                                                                                           is closed in all directions, global balances can be derived and monitored, which enables
                                                                                                                                                                                                                                           extensive comparison among theory, experiments and simulations. Moreover, the torque
                                                                                                                                                                                                                                           (corresponding to the skin friction) can be measured accurately and directly (van Gils
                                                                                                                                                                                                                                           et al. 2012; Huisman et al. 2014), in contrast to measurements of skin friction in open
                                                                                                                                                                                                                                           systems.
                                                                                                                                                                                                                                              The forcing strength of the system is quantified by the ratio of the centrifugal force and
                                                                                                                                                                                                                                           the viscous force, i.e. the Taylor number
                                                                                                                                                                                                                                                                                 4
                                                                                                                                                                                                                                                                    1       1+η        (ro − ri )2 (ri + ro )2 (ωi − ωo )2
                                                                                                                                                                                                                                                               Ta =          √                                             .         (1.3)
                                                                                                                                                                                                                                                                    4       2 η                         ν2

                                                                                                                                                                                                                                           Here, η is the geometric measure of curvature, namely the ratio ri /ro of the radii of the
                                                                                                                                                                                                                                           cylinders. The subscripts i and o indicate inner cylinder and outer cylinder, respectively.
                                                                                                                                                                                                                                           The angular velocity is denoted by ω, and ν is the kinematic viscosity.
                                                                                                                                                                                                                                              The global response of the system is expressed as the Nusselt number Nuω , which is the
                                                                                                                                                                                                                                           ratio between the angular velocity flux J ω in the radial direction and its laminar counterpart
                                                                                                                                                                                                                                            ω (Eckhardt, Grossmann & Lohse 2007), as
                                                                                                                                                                                                                                           Jlam

                                                                                                                                                                                                                                                                             Jω    r3 (ur ωA(r),t − ν∂r ωA(r),t )
                                                                                                                                                                                                                                                                  Nuω =      ω   =                                    .              (1.4)
                                                                                                                                                                                                                                                                            Jlam    2νri2 ro2 (ωi − ωo )/(ro2 − ri2 )

                                                                                                                                                                                                                                           Here, ·A(r),t denotes averaging over the cylinder surface A(r) and over time t. The
                                                                                                                                                                                                                                           Nusselt number Nuω is related to the torque T required to drive the inner cylinder. In
                                                                                                                                                                                                                                           non-dimensional form, the torque can be expressed as
                                                                                                                                                                                                                                                                                                 ω
                                                                                                                                                                                                                                                                                     T          Jlam
                                                                                                                                                                                                                                                                             G=            = Nuω 2 .                                 (1.5)
                                                                                                                                                                                                                                                                                   2πLρν 2       ν

                                                                                                                                                                                                                                           From here on, we assume inner cylinder rotation only, hence ωo = 0, as this corresponds
                                                                                                                                                                                                                                           to our experiments where we kept the (smooth) outer cylinder stationary at all
                                                                                                                                                                                                                                           times.
                                                                                                                                                                                                                                             The torque is directly related to the wall shear stress τw = T /(2πri2 L). As commonly
                                                                                                                                                                                                                                           used in other canonical systems (e.g. the flat-plate BL), we define the friction factor Cf
                                                                                                                                                                                                                                           following Cheng, Pullin & Samtaney (2020)

                                                                                                                                                                                                                                                                                   8Re2τ      4Nuω
                                                                                                                                                                                                                                                                            Cf =         =             ,                             (1.6)
                                                                                                                                                                                                                                                                                      2
                                                                                                                                                                                                                                                                                    Rei    η(1 + η)Rei

                                                                                                                                                                                                                                           where Rei = ri ωi d/ν, Reτ = uτ d/(2ν) and d = ro − ri .
                                                                                                                                                                                                                                              The turbulent flow in the TC set-up is strongly influenced by the curvature of its
                                                                                                                                                                                                                                           bounding walls, i.e. the cylinders that drive the flow. This distinguishes turbulent TC flow
                                                                                                                                                                                                                                           from turbulent flows in other canonical systems. Bradshaw (1969) realized that the effects
                                                                                                                                                                                                                                           of curvature on a turbulent BL are very similar to the effects of buoyancy stratification
                                                                                                                                                                                                                                           on a turbulent BL (Obukhov 1971). In analogy to the Obukhov length (Obukhov 1971;
                                                                                                                                                                                                                                           Monin & Yaglom 1975), he derived a length scale that separates the curved BL in a region
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Characterizing the turbulent drag properties of rough surfaces with a Taylor-Couette set-up
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                                                                                                                                                                                                                                                                             P. Berghout and others
                                                                                                                                                                                                                                           where the effects of shear dominate (i.e. production of turbulence is dominated by shear
                                                                                                                                                                                                                                           production), and a region further away from the wall where curvature effects dominate (i.e.
                                                                                                                                                                                                                                           the production of turbulence is dominated by curvature). For smooth wall TC turbulence,
                                                                                                                                                                                                                                           this ‘curvature Obukhov length’ is well approximated by Berghout et al. (2020)
                                                                                                                                                                                                                                                                                          uτ
                                                                                                                                                                                                                                                                                  Lc,s =     ,                                  (1.7)
                                                                                                                                                                                                                                                                                         κωi
                                                                                                                                                                                                                                           where shear dominates for y  0.20Lc,s , shear and curvature effects are both significant
                                                                                                                                                                                                                                           for 0.20Lc,s  y  0.65Lc,s , and curvature effects dominate at 0.65Lc,s  y. Here, y is
                                                                                                                                                                                                                                           the distance to the cylinder, which is y = r − ri for the inner cylinder BL and y = ro − r
                                                                                                                                                                                                                                           for the outer cylinder BL. For the derivation of Lc+ , we refer to § 3.1. Using data of the
                                                                                                                                                                                                                                           mean velocity profiles from PIV in turbulent TC flow (Huisman et al. 2013; van der Veen
                                                                                                                                                                                                                                           et al. 2016) and direct numerical simulations (DNS) (Ostilla-Mónico et al. 2015), the mean
                                                                                                                                                                                                                                           angular logarithmic velocity profile in the region of the turbulent BL, where curvature
                                                                                                                                                                                                                                           effects are important, was recently obtained for smooth wall TC flow (Berghout et al.
                                                                                                                                                                                                                                           2020). By employing a matching argument between the velocity profiles of the turbulent
                                                                                                                                                                                                                                           BL and the bulk region, following the work of Cheng et al. (2020), an analytical expression
                                                                                                                                                                                                                                           for Nu(Ta) was derived (Berghout et al. 2020).
                                                                                                                                                                                                                                              The effects of irregular boundaries (extended transverse bars in the ‘obstacle regime’, as
                                                                                                                                                                                                                                           referred to by Jiménez (2004)) on turbulent TC flow were previously investigated by means
                                                                                                                                                                                                                                           of experiments (Cadot et al. 1997; van den Berg et al. 2003; Verschoof et al. 2018; Zhu
                                                                                                                                                                                                                                           et al. 2018) and DNS (Zhu, Verzicco & Lohse 2017; Zhu et al. 2018). The ratio k/d between
                                                                                                                                                                                                                                           the height of the bars and the gap width d = ro − ri was as large as k/d = 0.05 or even
                                                                                                                                                                                                                                           0.1. Later, Berghout et al. (2019) numerically studied the effects of sand grain roughness
                                                                                                                                                                                                                                           (k/d = 0.019–0.087) on the turbulent TC velocity profiles, and found similar transitionally
                                                                                                                                                                                                                                           rough behaviour as the sand grain roughness of Nikuradse (1933) in turbulent pipe flow.
                                                                                                                                                                                                                                           However, we note that both the experimental and computational studies in TC flow suffered
                                                                                                                                                                                                                                           from a limited scale separation between the roughness scale k and the gap width d.
                                                                                                                                                                                                                                              In this paper, we study the effects of a hydrodynamically fully rough inner cylinder on
                                                                                                                                                                                                                                           the turbulent wall-bounded flow, with small roughness k/d = 0.014, where k ≡ 6kσ , and
                                                                                                                                                                                                                                           kσ is the standard deviation of the roughness elevation, following Squire et al. (2016).
                                                                                                                                                                                                                                           In particular, we keep k much smaller than the curvature Obukhov length Lc (see (3.2)),
                                                                                                                                                                                                                                           namely k/Lc = 0.078–0.090. We will demonstrate that to study the effects of roughness
                                                                                                                                                                                                                                           on a turbulent flow in TC, k  d is not enough. Rather, k  Lc must also hold to ensure
                                                                                                                                                                                                                                           that effects related to the streamwise curved geometry are not influencing the effects of the
                                                                                                                                                                                                                                           roughness.
                                                                                                                                                                                                                                              Hence, we hypothesize that effects of roughness in TC turbulence (where k  Lc )
                                                                                                                                                                                                                                           are similar to the effects of roughness in other canonical systems without streamwise
                                                                                                                                                                                                                                           curvature. Thus, global measurements in the (closed) TC facility can be employed to
                                                                                                                                                                                                                                           characterize drag properties of the rough surface. The outer cylinder remains smooth to
                                                                                                                                                                                                                                           allow for optical access of the velocity profiles.
                                                                                                                                                                                                                                              The paper is organised as follows: In § 2, we describe the experimental methods. We
                                                                                                                                                                                                                                           then (§ 3) discuss the relevant dynamical length scales in the experiment, and elaborate
                                                                                                                                                                                                                                           on the different regions in the BL where turbulent production is dominated by shear
                                                                                                                                                                                                                                           effects and where effects related to the streamwise curvature of the set-up play a role.
                                                                                                                                                                                                                                           We also comment on the scale separation and show that the roughness mainly affects
                                                                                                                                                                                                                                           the inertial shear dominated regime, and hence, effects from the streamwise curved
                                                                                                                                                                                                                                           geometry of the TC flow do not modify the velocity shift. In § 4, we use the mean
                                                                                                                                                                                                                                           velocity profiles of the inner cylinder boundary layer to show that, apart from the shift, the
                                                                                                                                                                                                                                           velocity profiles for rough and smooth inner cylinders are the same. We use this in § 5 to
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                                                                                                                                                                                                                                                                    Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                           calculate the angular velocity shift ω+ , from which the equivalent sand grain roughness
                                                                                                                                                                                                                                           height is determined in § 6. In § 7, we demonstrate that the bulk region of the flow is of
                                                                                                                                                                                                                                           constant angular momentum, which is used in § 8 to obtain a relation between the torque
                                                                                                                                                                                                                                           (skin-friction drag) and the Reynolds number for given surface roughness ks , in agreement
                                                                                                                                                                                                                                           with our experimental results. The paper ends with a summary, conclusions and an
                                                                                                                                                                                                                                           outlook (§ 10).

                                                                                                                                                                                                                                           2. Experimental set-up and methods
                                                                                                                                                                                                                                                                               2.1. Experimental set-up
                                                                                                                                                                                                                                           The experiments were performed in the Twente Turbulent Taylor–Couette (T3 C) facility
                                                                                                                                                                                                                                           (van Gils et al. 2011a), with water as the working fluid. We used a fully rough inner
                                                                                                                                                                                                                                           cylinder with an outer radius of ri = 201.2 mm, which consisted of a smooth inner cylinder
                                                                                                                                                                                                                                           with radius 200.0 mm and a support layer of the roughness with a thickness of 1.2 mm, and
                                                                                                                                                                                                                                           a transparent outer cylinder with an inner radius of ro = 279.4 mm. This gave a radius ratio
                                                                                                                                                                                                                                           of η = ri /ro = 0.720 and a gap width d = ro − ri = 78.2 mm for the rough wall cases.
                                                                                                                                                                                                                                           For the smooth wall calculations in § 8, we used η = 0.714. The cylinders had a height of
                                                                                                                                                                                                                                           L = 927 mm and an aspect ratio of Γ = L/d = 11.9. For inner cylinder rotation only (the
                                                                                                                                                                                                                                           outer cylinder is stationary), the Reynolds number, Rei , is defined with the velocity of the
                                                                                                                                                                                                                                           inner cylinder, ri ωi , and the gap width, d, as
                                                                                                                                                                                                                                                                                          ωi ri d
                                                                                                                                                                                                                                                                                  Rei =           .                                (2.1)
                                                                                                                                                                                                                                                                                            ν
                                                                                                                                                                                                                                           Using the viscous velocity, uτ , which is obtained from torque measurements, the friction
                                                                                                                                                                                                                                           Reynolds number, Reτ , is defined as
                                                                                                                                                                                                                                                                                        uτ (d/2)
                                                                                                                                                                                                                                                                                Reτ =            .                                 (2.2)
                                                                                                                                                                                                                                                                                            ν
                                                                                                                                                                                                                                           The roughness used was P36 grit sandpaper (VSM, ceramic industrial grade), which was
                                                                                                                                                                                                                                           fixed to the entire surface of the inner cylinder using double-sided adhesive tape (tesa
                                                                                                                                                                                                                                           51970). We define the characteristic length scale of the roughness as k ≡ 6kσ ≈ 1.07 mm
                                                                                                                                                                                                                                           (corresponding to the 99.8 % interval of the height), where kσ is the standard deviation of
                                                                                                                                                                                                                                           the local roughness height h(x, y) (quantified using confocal microscopy (Bakhuis et al.
                                                                                                                                                                                                                                           2020) on a square sample with sides of 25 mm from the rough sandpaper), and k/d =
                                                                                                                                                                                                                                           0.014. For more details of the roughness height properties, see table 1 of Bakhuis et al.
                                                                                                                                                                                                                                           (2020).

                                                                                                                                                                                                                                                                           2.2. Experimental procedure
                                                                                                                                                                                                                                           We performed seven experiments with different rotation rates of the inner cylinder, see
                                                                                                                                                                                                                                           table 1. During all these experiments, the torque T that is required to drive the inner
                                                                                                                                                                                                                                           cylinder at fixed rotational velocity was measured. The hollow reaction torque sensor
                                                                                                                                                                                                                                           that connects the drive shaft to the middle section of the inner cylinder is indicated
                                                                                                                                                                                                                                           in figure 1(a). By only measuring the torque on the middle section, possible end-plate
                                                                                                                                                                                                                                           effects were eliminated (van Gils et al. 2012). During the torque measurements, PIV
                                                                                                                                                                                                                                           was used to obtain the velocity field in the gap. To quantify the reproducibility of our
                                                                                                                                                                                                                                           torque measurements, we compared the torque data that were captured during the PIV
                                                                                                                                                                                                                                           experiments with three separate torque measurements thereafter. We found a spread in T
                                                                                                                                                                                                                                           of smaller than 4 % for all cases. These direct and reproducible measurements of the torque
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                                                                                                                                                                                                                                                                                     P. Berghout and others

                                                                                                                                                                                                                                            Ta (×1012 )   Rei (×106 )   Nuω     Cf (×10−3 )    Reτ (×103 )    Lc+ (×103 )   kσ+        ks+           ω+     uτ (m s−1 )
                                                                                                                                                                                                                                            0.31             0.46        312        2.21            7.6           2.6       34         189            9.31     0.21
                                                                                                                                                                                                                                            0.57             0.62       403         2.13           10.0           3.3       44         245           10.09     0.26
                                                                                                                                                                                                                                            0.92             0.78        513        2.14           12.7           4.1        57        317           10.80     0.33
                                                                                                                                                                                                                                            1.47             0.99       643         2.12           16.0           5.0        72        400           11.46     0.41
                                                                                                                                                                                                                                            2.18             1.20       784         2.12           19.5           6.0        87        484           12.06     0.50
                                                                                                                                                                                                                                            3.55             1.54       998         2.11           24.9           7.6       111        617           12.80     0.61
                                                                                                                                                                                                                                            4.71             1.77       1137        2.09           28.5           8.5       127        706           13.21     0.68
                                                                                                                                                                                                                                            6.15             2.00       653         1.07           23.1           6.9         0         –              –       0.58
                                                                                                                                                                                                                                           Table 1. Control parameters, global response and relevant length scales, measured during the PIV
                                                                                                                                                                                                                                           measurements. The Ta or Rei characterize the driving of the system. Here, Nuω is the dimensionless angular
                                                                                                                                                                                                                                           velocity flux, Cf is the friction factor, Lc+ is the curvature Obukhov length as defined in (3.2) and kσ+
                                                                                                                                                                                                                                                                                                            
                                                                                                                                                                                                                                           is the standard deviation of the sandpaper roughness kσ+ = (hr − hr )2 /δν , where · refers to spatial
                                                                                                                                                                                                                                           averaging and hr is the mean roughness elevation, see Bakhuis et al. (2020). The equivalent sandgrain height
                                                                                                                                                                                                                                           is ks+ = 5.56kσ+ . The velocity shift is ω+ and uτ is the friction velocity. The bottom row presents the values
                                                                                                                                                                                                                                           corresponding to the smooth wall measurement of Huisman et al. (2013).

                                                                                                                                                                                                                                                                                                   (b)

                                                                                                                                                                                                                                                                                              10 mm
                                                                                                                                                                                                                                                              (a)

                                                                                                                                                                                                                                                                                                             10 mm

                                                                                                                                                                                                                                                                                                          Laser

                                                                                                                                                                                                                                                                                                                     (c)
                                                                                                                                                                                                                                                                                                                                         Sandpaper

                                                                                                                                                                                                                                                                                                                             IC
                                                                                                                                                                                                                                                                                                                        z

                                                                                                                                                                                                                                                                                                Camera                            ri

                                                                                                                                                                                                                                           Figure 1. (a) Cross-section of the TC geometry. The tracer particles are illuminated by a 1 mm thick horizontal
                                                                                                                                                                                                                                           laser light-sheet from the right at mid-height of the cylinders. The light scattered by the tracers is imaged from
                                                                                                                                                                                                                                           the bottom through a mirror. The torque sensor only measures the torque of the middle part of the inner cylinder.
                                                                                                                                                                                                                                           (b) Three-dimensional visualization of the confocal scan of the used sandpaper. (c) Cross-section of the inner
                                                                                                                                                                                                                                           cylinder with the sandpaper attached to the surface.

                                                                                                                                                                                                                                           (friction) have an accuracy that is comparable to the measurement accuracy of wall shear
                                                                                                                                                                                                                                           stress in flat-plate BLs, by means of a drag balance (Baars et al. 2016).
                                                                                                                                                                                                                                              For the PIV measurements, fluorescent polymer tracer particles (Dantec FPP-RhB-10
                                                                                                                                                                                                                                           1–20 µm) were added to the working fluid. A horizontal laser sheet with a thickness of
                                                                                                                                                                                                                                           approximately 1 mm illuminated the tracer particles in the working liquid at mid-height,
                                                                                                                                                                                                                                           through the transparent outer cylinder. The laser sheet was created using a frequency
                                                                                                                                                                                                                                           doubled Quantel EverGreen 200 mJ laser. The fluorescent light emerging from the tracer
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                                                                                                                                                                                                                                                                    Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                           particles was imaged from below, through a window in the bottom plate of the apparatus.
                                                                                                                                                                                                                                           For this, a 45 ◦ mirror was positioned under the bottom plate as drawn schematically in
                                                                                                                                                                                                                                           figure 1. The camera was a high-resolution sCMOS camera (LaVision PCO.edge), with
                                                                                                                                                                                                                                           a resolution of 2560 px × 2160 px and a pixel size of 6.5 µm. A 100 mm focal length
                                                                                                                                                                                                                                           objective (Zeiss Makro Planar, 100 mm) was used, which gave an optical magnification of
                                                                                                                                                                                                                                           0.17.
                                                                                                                                                                                                                                              For each rotational velocity of the inner cylinder, 104 image pairs were acquired at
                                                                                                                                                                                                                                           a recording frequency equal to the rotation rate. The mean velocity distribution in the
                                                                                                                                                                                                                                           horizontal plane was computed using single-pixel ensemble correlation (Kähler, Scholz &
                                                                                                                                                                                                                                           Ortmanns 2006; Kähler, Scharnowski & Cierpka 2012). The spatial resolution was 50 µm,
                                                                                                                                                                                                                                           which led to approximately 1600 independent measurement points in the radial direction,
                                                                                                                                                                                                                                           evenly spread over the entire gap. From the correlation function (obtained for every
                                                                                                                                                                                                                                           pixel), one can directly extract the standard deviation of the velocity by integrating the
                                                                                                                                                                                                                                                                                 ∞
                                                                                                                                                                                                                                           probability density function σ (u) = −∞ (u − u)2 PDF(u) du, see Scharnowski, Hain &
                                                                                                                                                                                                                                           Kähler (2012). This ensures that all turbulent scales are included in the standard deviation,
                                                                                                                                                                                                                                           as opposed to regular PIV analysis. The velocity profiles were smoothed using a Gaussian
                                                                                                                                                                                                                                           filter with a standard deviation of σ ≈ 0.5 mm.

                                                                                                                                                                                                                                           3. Curvature effects, the mean velocity profile and scale separation
                                                                                                                                                                                                                                                                3.1. The relative effects of curvature and shear
                                                                                                                                                                                                                                           To characterize and quantify the relative effects of shear and curvature in TC turbulence,
                                                                                                                                                                                                                                           we studied the ratio S−1 , which is the ratio of turbulence production by shear over
                                                                                                                                                                                                                                           turbulence production by curvature (Bradshaw 1969; Townsend 1976; Berghout et al.
                                                                                                                                                                                                                                           2020)
                                                                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                                                                  uθ ur U        1 dU
                                                                                                                                                                                                                                                                           −1          dr
                                                                                                                                                                                                                                                                          S =                 =       ,                          (3.1)
                                                                                                                                                                                                                                                                                   1            ω dr
                                                                                                                                                                                                                                                                                     u uU
                                                                                                                                                                                                                                                                                   r θ r
                                                                                                                                                                                                                                           where uθ and ur are the azimuthal and radial velocity fluctuations, respectively, and uθ ur
                                                                                                                                                                                                                                           is the Reynolds stress. The mean azimuthal velocity is denoted by U and ω = U/r is the
                                                                                                                                                                                                                                           mean angular velocity. The curvature Obukhov length Lc defined in (1.7) for a smooth
                                                                                                                                                                                                                                           wall marks the transition from a region where the production of turbulence is dominated
                                                                                                                                                                                                                                           by shear (y < 0.20Lc ) to a region where it is affected by curvature (y > 0.20Lc ). The
                                                                                                                                                                                                                                           definition from (1.7) builds on the existence of a shear logarithmic region, where the
                                                                                                                                                                                                                                           gradient of the mean angular velocity is (d/(dr))U = uτ /(κy). Once we approximate the
                                                                                                                                                                                                                                           mean angular velocity with ω = ωi , we find that for S−1 = (uτ /(κωi y)) = 1, we have
                                                                                                                                                                                                                                           y = Lc . Physically this means that at a distance of Lc from the wall, the shear and curvature
                                                                                                                                                                                                                                           production of turbulence are of equal magnitude. The angular velocity scale for rough
                                                                                                                                                                                                                                           walls is approximated as ω = ωi + ω. Thus, the generic curvature Obukhov length Lc
                                                                                                                                                                                                                                           for smooth and rough walls can be defined with the inner cylinder rotation rate ωi and the
                                                                                                                                                                                                                                           wall-shear stress τw only, similar to (1.7), but now for a rough wall,
                                                                                                                                                                                                                                                                                           uτ
                                                                                                                                                                                                                                                                               Lc =              ,                                 (3.2)
                                                                                                                                                                                                                                                                                      κ(ωi + ω)
                                                                                                                                                                                                                                           so that Lc+ (ω+ = 0) = Lc,s+ .
                                                                                                                                                                                                                                             Figure 2(a) presents the compensated gradient of the mean angular velocity profile
                                                                                                                                                                                                                                           versus S−1 , calculated from the PIV results. We find fair collapse of the velocity gradients
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                                                                                                                                                                                                                                                                                        P. Berghout and others
                                                                                                                                                                                                                                                (a)   6                                               (b)                                           k s+ = 0
                                                                                                                                                                                                                                                          Curvature    Shear and curvature    Shear          101
                                                                                                                                                                                                                                                                                                                                                    k s+ = 189
                                                                                                                                                                                                                                                      5                                                                                             k s+ = 245
                                                                                                                                                                                                                                                                                                                                                    k s+ = 317

                                                                                                                                                                                                                                                                                                       r dU
                                                                                                                                                                                                                                                                                                       U dr
                                                                                                                                                                                                                                                      4                                                                                             k s+ = 400
                                                                                                                                                                                                                                              dω+
                                                                                                                                                                                                                                              dy+

                                                                                                                                                                                                                                                                                                                                                    k s+ = 484

                                                                                                                                                                                                                                                                                                        S –1 =
                                                                                                                                                                                                                                                y+

                                                                                                                                                                                                                                                      3 k–1                                                                                         k s+ = 617
                                                                                                                                                                                                                                                                                                                                                    k s+ = 706
                                                                                                                                                                                                                                                      2 λ–1
                                                                                                                                                                                                                                                                                                             100
                                                                                                                                                                                                                                                      1
                                                                                                                                                                                                                                                                 100                         101                             10–1             100
                                                                                                                                                                                                                                                                                 r dU                                               y/Lc
                                                                                                                                                                                                                                                                        S –1   =
                                                                                                                                                                                                                                                                                 U dr
                                                                                                                                                                                                                                           Figure 2. (a) Compensated gradient of the mean angular velocity profile versus the ratio S−1 between the
                                                                                                                                                                                                                                           turbulence production by shear and that by curvature, see (3.1). Dotted and dashed lines represent the slope of
                                                                                                                                                                                                                                           the logarithmic velocity profile of the shear and the curvature dominated regimes, κ −1 and λ−1 , respectively. (b)
                                                                                                                                                                                                                                           Ratio S−1 versus the wall-normal distance shifted with the wall offset, y/Lc = (r − ri − 2kσ )/Lc , where 2kσ
                                                                                                                                                                                                                                           is the approximated wall offset of the sandpaper. Coloured lines are calculated from the PIV data of the rough
                                                                                                                                                                                                                                           wall cases. The grey line (kσ+ = 0) is the smooth wall profile at Ta = 6.2 × 1012 (Reτ = 23 093), obtained from
                                                                                                                                                                                                                                           Huisman et al. (2013).

                                                                                                                                                                                                                                           of the smooth (grey) and rough (coloured) wall profiles. When the effects of curvature
                                                                                                                                                                                                                                           are negligible S−1 ≥ O(10), the compensated gradient of the velocity profile approaches
                                                                                                                                                                                                                                           κ −1 ≈ 2.5. This occurs in a very small region close to the wall, where we cannot measure
                                                                                                                                                                                                                                           owing to the presence of the sandpaper roughness. For the rough and smooth wall velocity
                                                                                                                                                                                                                                           profiles, we find that the compensated gradient approaches λ−1 in the region where
                                                                                                                                                                                                                                           curvature and shear affect the flow. For S−1 ≤ 1, curvature effects dominate the flow, and
                                                                                                                                                                                                                                           a constant angular momentum region (i.e. the bulk flow) is established (Berghout et al.
                                                                                                                                                                                                                                           2020).

                                                                                                                                                                                                                                                                     3.2. The mean angular velocity profile
                                                                                                                                                                                                                                           Figure 2(a) shows that the curvature- and shear-affected region of the BL contains
                                                                                                                                                                                                                                           a constant compensated gradient (= λ−1 ) of the mean angular velocity. From this
                                                                                                                                                                                                                                           observation, Berghout et al. (2020) obtained an equation of the mean angular velocity
                                                                                                                                                                                                                                           in the shear- and curvature-affected region in the BL (in short ‘curvature log’).
                                                                                                                                                                                                                                              The offset of the logarithmic velocity profile (with slope λ−1 ) in the curvature-
                                                                                                                                                                                                                                           and shear-affected region, as indicated in figure 3, is a function of the wall normal
                                                                                                                                                                                                                                           location where curvature-related effects impact the flow. From PIV results, the exact
                                                                                                                                                                                                                                           location was found to be y+ = 0.20Lc+ , with Lc+ defined in (3.2). Therefore, the offset
                                                                                                                                                                                                                                           is κ −1 log 0.2Lc+ + A, where A = 5.0 is the offset of the logarithmic velocity profile in the
                                                                                                                                                                                                                                           shear-affected region (Pope 2000). The transition in the logarithmic velocity profile from
                                                                                                                                                                                                                                           the shear-affected region to the curvature- and shear-affected region at y+ = 0.20Lc+ is
                                                                                                                                                                                                                                           not sharp but gradual. To account for this, we introduce a constant Cbl that connects the
                                                                                                                                                                                                                                           logarithmic velocity profiles of both regions. Berghout et al. (2020) found that A + Cbl +
                                                                                                                                                                                                                                           (1/κ − 1/λ) log(0.2) = 1.0 for the inner cylinder, and the mean angular velocity equation
                                                                                                                                                                                                                                           above y+ = 0.20Lc+ as
                                                                                                                                                                                                                                                                                                                 
                                                                                                                                                                                                                                                + 1           +              1       y+      1       +     1 1
                                                                                                                                                                                                                                              ω = log 0.2Lc +A + Cbl + log                = log y +           −     log Lc+ +1.0, (3.3)
                                                                                                                                                                                                                                                    κ                        λ     0.2Lc+    λ             κ    λ
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                                                                                                                                                                                                                                                                       Taylor–Couette flow with rough surfaces

                                                                                                                                                                                                                                                           Viscous              Shear                  Shear and curvature             Curvature
                                                                                                                                                                                                                                                   ω+
                                                                                                                                                                                                                                                                                                                                         Smooth
                                                                                                                                                                                                                                                                            1 log 0.2L+ + A                            1
                                                                                                                                                                                                                                                                            k         c
                                                                                                                                                                                                                                                                                                                 λ
                                                                                                                                                                                                                                                                                              1
                                                                                                                                                                                                                                                                                                        ω+
                                                                                                                                                                                                                                                                                        k                                                Rough
                                                                                                                                                                                                                                                                        1 log 0.2L+ + A – ω+
                                                                                                                                                                                                                                                                        k         c                                            Bulk
                                                                                                                                                                                                                                                  A
                                                                                                                                                                                                                                                                                                              Boundary layer

                                                                                                                                                                                                                                                                                              y+ = 0.20L+c              y+ = 0.65L+c          log y+
                                                                                                                                                                                                                                           Figure 3. Schematic of the various regions in smooth and IC-rough turbulent TC flows at matched Lc+ . The
                                                                                                                                                                                                                                           height y+ = 0.65Lc+ is defined as the location where the logarithmic profile with slope λ−1 ends and the
                                                                                                                                                                                                                                           constant angular momentum region of the bulk velocity starts.

                                                                                                                                                                                                                                           with Cbl = −3.30. The transition from the curvature- and shear-affected region to the
                                                                                                                                                                                                                                           constant angular momentum region occurs at y+ = 0.65Lc+ . We take this height as our
                                                                                                                                                                                                                                           definition of the boundary layer height, above which is the bulk region of constant angular
                                                                                                                                                                                                                                           momentum.

                                                                                                                                                                                                                                                                                3.3. Scale separation
                                                                                                                                                                                                                                           Key to the understanding of the effects of roughness in TC turbulence is the
                                                                                                                                                                                                                                           concept of scale separation. To illustrate this, in figure 2(b), we plot S−1 versus the
                                                                                                                                                                                                                                           wall-normal distance y/Lc = (r − ri − 2kσ )/Lc . We note that the wall offset (or zero plane
                                                                                                                                                                                                                                           displacement) 2kσ+ of the rough wall is an approximation. Because we focus on the flow
                                                                                                                                                                                                                                           region that is relatively far away from the wall, and ks /d  1, the choice of the zero plane
                                                                                                                                                                                                                                           displacement hv has negligible influence on the results, as far as 0 < hv < k (Raupach
                                                                                                                                                                                                                                           et al. 1991; Squire et al. 2016). To quantify this, we set hv = 0 and h0 = 6kσ (valley and
                                                                                                                                                                                                                                           peak of the roughness) and find that ω+ only varies by 4 %. As a reference, we also plot
                                                                                                                                                                                                                                           the smooth wall profile (grey) at Ta = 6.2 × 1012 (Huisman et al. 2013), together with the
                                                                                                                                                                                                                                           rough wall profiles (colours).
                                                                                                                                                                                                                                              Table 1 presents the relevant dynamical length scales in the experiments: namely, Reτ ,
                                                                                                                                                                                                                                           Lc+ and kσ+ . The friction Reynolds number Reτ from (2.2) gives the ratio of the largest
                                                                                                                                                                                                                                           dynamical length scale in the TC set-up to the viscous length scale δν . Here, Reτ is of
                                                                                                                                                                                                                                           the same order as in the smooth wall TC experiments by Huisman et al. (2013), where it
                                                                                                                                                                                                                                           was Reτ = 488–23 093, which is comparable to the rough BL experiments by Squire et al.
                                                                                                                                                                                                                                           (2016), where Reτ = 2890–29 900.
                                                                                                                                                                                                                                              The roughness scale in our experiments is much larger than the viscous length scale
                                                                                                                                                                                                                                           δν , i.e. kσ+ = 34–127      1 (ks+ = 188–704     1), and thus pressure drag dominates over
                                                                                                                                                                                                                                           viscous drag. For the flat-plate BL experiments of Squire et al. (2016) in the fully rough
                                                                                                                                                                                                                                           regime, we estimate that kσ+ = 9–12 is required, based on the data for which U + > 8.0
                                                                                                                                                                                                                                           in Squire et al. (2016). Hence, we are confident that we are indeed far in the fully rough
                                                                                                                                                                                                                                           regime. We also find that the roughness sublayer height ≈ (6 − 9)kσ+ (approximately
                                                                                                                                                                                                                                           0.5 times the roughness spacing Chung et al. 2021) is smaller than the outer bound
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                                                                                                                                                                                                                                                                               P. Berghout and others
                                                                                                                                                                                                                                           of the shear dominated logarithmic region, ≈ 0.2Lc+ . For the lowest roughness, we
                                                                                                                                                                                                                                           have 9kσ+ /0.2Lc+ = 0.60, and for the highest roughness, it is 9kσ+ /0.2Lc+ = 0.66. This
                                                                                                                                                                                                                                           separation of length scales allows for a region where the logarithmic velocity profile can
                                                                                                                                                                                                                                           form, albeit marginally. For example, in the smooth wall experiments of Huisman et al.
                                                                                                                                                                                                                                           (2013), such a profile was found between 50 ≤ y+ ≤ 600 for comparable Ta. We finally
                                                                                                                                                                                                                                           find that the outer bound of the curvature dominated logarithmic region Lc+ is smaller than
                                                                                                                                                                                                                                           the outer length scale Reτ , so that 0.65Lc+ /Reτ ≈ 0.33. For y+ > 0.65Lc+ , the curvature
                                                                                                                                                                                                                                           dominated bulk, a constant angular momentum region forms. The occurrence and extent of
                                                                                                                                                                                                                                           this constant angular momentum region depends on the radius ratio η, i.e. Lc+ /Reτ depends
                                                                                                                                                                                                                                           on η.
                                                                                                                                                                                                                                              From table 1, we find that δν  kσ < 0.20Lc , hence the roughness only affects the
                                                                                                                                                                                                                                           inertial region where curvature effects are negligible. We therefore expect that the velocity
                                                                                                                                                                                                                                           shift of that region is similar to that of identical sandpaper in a flat-plate turbulent BL.
                                                                                                                                                                                                                                           Therefore, we would expect a fully rough asymptote with slope κ −1 and a similar value of
                                                                                                                                                                                                                                           ks as we would measure for identical sandpaper in a flat-plate turbulent BL.

                                                                                                                                                                                                                                           4. Mean velocity profiles of the inner cylinder boundary layer
                                                                                                                                                                                                                                           In this paper, we will show the angular velocity profile ω+ ( y+ ) rather than the azimuthal
                                                                                                                                                                                                                                           velocity profile u+ ( y+ ), as it is ω+ ( y+ ) that is expected, given the arguments based on the
                                                                                                                                                                                                                                           Navier–Stokes equations, to have a logarithmic profile (Grossmann, Lohse & Sun 2014).
                                                                                                                                                                                                                                              Figure 4(a) shows the angular velocity profiles over the rough wall ω+ = ωi −
                                                                                                                                                                                                                                           ω(r)t /ωτ , with ωτ = uτ /ri , versus the wall-normal coordinate y+ . In this and the next
                                                                                                                                                                                                                                           section, we focus our analysis on the mean velocity profiles of the inner cylinder BL, hence
                                                                                                                                                                                                                                           uτ = uτ,i throughout. In § 7, we will report on the bulk profiles. We refer to Berghout et al.
                                                                                                                                                                                                                                           (2020) for an analysis of the smooth velocity profiles of the outer cylinder BL.
                                                                                                                                                                                                                                              Figure 4(a) shows that with increasing viscous scaled roughness height, the rough
                                                                                                                                                                                                                                           wall profiles are increasingly shifted downwards, as expected. More importantly, we find
                                                                                                                                                                                                                                           from the diagnostic function y+ (dω+ /dy+ ) (a useful representation of the compensated
                                                                                                                                                                                                                                           gradients (Pope 2000)) in figure 4(b) that the slope λ−1 of the shear- and curvature-affected
                                                                                                                                                                                                                                           logarithmic region is the same for rough wall TC turbulence as for smooth wall TC
                                                                                                                                                                                                                                           turbulence (grey line). Unfortunately, we could not resolve the very thin spatial region
                                                                                                                                                                                                                                           where a shear-dominated logarithmic was found by Huisman et al. (2013), as the roughness
                                                                                                                                                                                                                                           peaks obstruct the view for the PIV very close to the wall. Note that the range of y+ /Lc+ in
                                                                                                                                                                                                                                           figure 4(b) is slightly shorter than in figure 5(a), because we employ a Gaussian smoothing
                                                                                                                                                                                                                                           before calculating the gradient of the velocity.
                                                                                                                                                                                                                                              For a rough wall, ω+ is a function of the equivalent sand grain roughness height
                                                                                                                                                                                                                                           ks and the curvature length Lc , so that ω+ (ks+ , ks /Lc ). When ks  Lc , the angular
                                                                                                                                                                                                                                             +
                                                                                                                                                                                                                                           velocity shift only depends on ks , and the shift becomes ω+ (ks+ ). Because the inner
                                                                                                                                                                                                                                           cylinder rotates, the plus sign in the denominator of (3.2) is connected with the increase
                                                                                                                                                                                                                                           of angular fluid velocity in the inner cylinder BL owing to the roughness. When we
                                                                                                                                                                                                                                           normalize the wall-normal distance with Lc+ , we expect the transition from a curvature
                                                                                                                                                                                                                                           logarithmic velocity profile to the constant angular momentum bulk velocity profile to
                                                                                                                                                                                                                                           occur at y+ /Lc+ = 0.65. In figure 4(b), we find a fair collapse of both smooth and rough
                                                                                                                                                                                                                                           wall profiles in the wall-normal direction, when normalized with curvature length Lc+ . The
                                                                                                                                                                                                                                           slopes of the curvature-affected logarithmic region of all profiles, rough and smooth, in the
                                                                                                                                                                                                                                           domain 0.20Lc+ < y+ < 0.65Lc+ , fall in the range λ = 0.60–0.65.
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                                                                                                                                                                                                                                                                            Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                              (a) 30                                                   (b)    5
                                                                                                                                                                                                                                                                                                                     k s+ = 0                  k s+ = 400
                                                                                                                                                                                                                                                                                                                     k s+ = 189                k s+ = 484
                                                                                                                                                                                                                                                                                                              4
                                                                                                                                                                                                                                                                                                                     k s+ = 245                k s+ = 617
                                                                                                                                                                                                                                                     20                                                              k s+ = 317                k s+ = 706
                                                                                                                                                                                                                                                                                                              3

                                                                                                                                                                                                                                                                                                       dω+
                                                                                                                                                                                                                                                                                                       dy+
                                                                                                                                                                                                                                              ω+

                                                                                                                                                                                                                                                                                                       y+
                                                                                                                                                                                                                                                                                                              2
                                                                                                                                                                                                                                                     10
                                                                                                                                                                                                                                                                                                              1
                                                                                                                                                                                                                                                                  Dashed lines: Smooth (theoretical)
                                                                                                                                                                                                                                                                  Solid lines: PIV
                                                                                                                                                                                                                                                      0                                                       0
                                                                                                                                                                                                                                                      102             103              104                                               0.20          0.65 0
                                                                                                                                                                                                                                                                                                                                  10–1                     10
                                                                                                                                                                                                                                                                              y+                                                         y+/L+c
                                                                                                                                                                                                                                           Figure 4. (a) Mean angular velocity ω+ versus the wall-normal distance y+ . The solid lines are the measured
                                                                                                                                                                                                                                           rough wall profiles. The dashed lines represent the theoretical smooth wall reference profiles (colours are the
                                                                                                                                                                                                                                           same), calculated from (3.3) and at matching Lc+ and Reτ with the rough wall profiles. (b) The compensated
                                                                                                                                                                                                                                           gradient of the rough wall profiles in (a), where the wall-normal distance is normalized with the curvature
                                                                                                                                                                                                                                           length Lc+ . The colours are the same in both figures. The grey line is the smooth wall profile at Ta = 6.2 × 1012 ,
                                                                                                                                                                                                                                           obtained from Huisman et al. (2013). The dashed horizontal line represents the slope λ−1 of the logarithmic
                                                                                                                                                                                                                                           velocity profile in the region where turbulence production is governed by effects of curvature and shear. The
                                                                                                                                                                                                                                           dotted horizontal line represents the slope κ −1 of the logarithmic velocity profile in the region where turbulence
                                                                                                                                                                                                                                           production is dominated by shear.

                                                                                                                                                                                                                                               (a)                                                     (b) 20
                                                                                                                                                                                                                                                                                                                     ω+ = 1/0.40 log ks+ + 5.0–8.5
                                                                                                                                                                                                                                                     12                                                      15      ω+ ∝ 1/0.64 log ks+

                                                                                                                                                                                                                                              ω+ 10                                                         10

                                                                                                                                                                                                                                                                                                              5
                                                                                                                                                                                                                                                      8
                                                                                                                                                                                                                                                                                                                                         ks = 5.54kσ = 0.97 mm
                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                          10–2         10–1             100                           102                                        103
                                                                                                                                                                                                                                                                            y+/L+c                                                       ks+
                                                                                                                                                                                                                                           Figure 5. Velocity shift ω+ of the rough wall profiles with respect to the reference smooth wall profiles.
                                                                                                                                                                                                                                           (a) Velocity shift versus the wall-normal distance y+ /Lc+ (colours are the same as figure 4). (b) The velocity
                                                                                                                                                                                                                                           shift ω+ , crosses in (a), versus the equivalent sand grain height ks+ . Black symbols are the experimental
                                                                                                                                                                                                                                           values. The solid black line is the fully rough asymptote of Nikuradse (1933), (5.1). The solid blue line is an
                                                                                                                                                                                                                                           illustration of the curvature fully rough asymptote, with slope λ−1 and arbitrary vertical shift.

                                                                                                                                                                                                                                           5. The fully rough asymptote
                                                                                                                                                                                                                                           From the observation that both smooth and rough wall velocity profiles possess the same
                                                                                                                                                                                                                                           slope λ−1 of the curvature logarithmic region (figure 4b), we proceed to calculate the
                                                                                                                                                                                                                                           angular velocity shift ω+ . The major advantage of the TC set-up is that the friction
                                                                                                                                                                                                                                           can be measured in a straightforward manner by measuring the torque. Hence, we can
                                                                                                                                                                                                                                           directly obtain the velocity shift by subtracting the rough velocity profile from the smooth
                                                                                                                                                                                                                                           velocity profile, rather than by means of fitting a velocity profile first to obtain uτ , e.g. the
                                                                                                                                                                                                                                           Clauser fit. Owing to the roughness, the angular velocity profiles in the shear logarithmic
                                                                                                                                                                                                                                           region are shifted, as discussed in § 3.1 and illustrated in figure 3. This shift remains also
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                                                                                                                                                                                                                                                                              P. Berghout and others
                                                                                                                                                                                                                                           in the curvature logarithmic region, where we will now quantify it. The offset of that
                                                                                                                                                                                                                                           region scales with (1/κ) log(0.20Lc+ ) + A (figure 3). Hence, it is imperative to calculate
                                                                                                                                                                                                                                           the angular velocity shift from the smooth wall velocity profile at matching Lc+ .
                                                                                                                                                                                                                                              Figure 4(a) shows these smooth wall profiles (dashed), where the colours match the
                                                                                                                                                                                                                                           respective rough wall cases, and both Lc+ and Reτ are matched. The velocity shift
                                                                                                                                                                                                                                           ω+ ( y+ ) from the theoretical smooth wall profile, (3.3), is plotted in figure 5(a). The
                                                                                                                                                                                                                                           horizontal plateaus confirm the similarity of the slopes of the velocity profiles. We extract
                                                                                                                                                                                                                                           ω+ at y+ ≈ 0.4Lc+ and plot the shift versus the roughness height in figure 5(b). When we
                                                                                                                                                                                                                                           fit a function of the form ω+ = (1/a) log k+ + b through all seven data points, we obtain
                                                                                                                                                                                                                                           a = 0.34 ± 0.02 to within 13 % of the von Kármán constant κ = 0.39, as measured in TC
                                                                                                                                                                                                                                           turbulence (Huisman et al. 2013) as the slope of the shear dominated logarithmic profile.
                                                                                                                                                                                                                                           This confirms our hypothesis, as discussed in § 3.1, where the fully rough asymptote for
                                                                                                                                                                                                                                           δν  k < Lc has slope κ −1 . For reference, this is much higher than λ−1 ≈ 0.64−1 , blue
                                                                                                                                                                                                                                           line in figure 5(b).
                                                                                                                                                                                                                                              To obtain a measure of the equivalent sand grain roughness height ks , we fit the data
                                                                                                                                                                                                                                           points to the fully rough asymptote of Nikuradse (1933), with κ ≈ 0.40, which is in
                                                                                                                                                                                                                                           accordance with the value reported for the fully rough asymptote (Jiménez 2004),
                                                                                                                                                                                                                                                                                       1
                                                                                                                                                                                                                                                                        ω+ (ks+ ) =     log ks+ +5.0 − 8.5,                          (5.1)
                                                                                                                                                                                                                                                                                       κ
                                                                                                                                                                                                                                           and obtain ks = 5.54kσ = 0.97 mm. For reference, the typical grain size is estimated by
                                                                                                                                                                                                                                           6kσ = 1.05 mm (Bakhuis et al. 2020).

                                                                                                                                                                                                                                           6. The equivalent sand grain roughness height
                                                                                                                                                                                                                                           The hypothesis in this research, postulated in § 3.1, is that the fully rough asymptote in TC
                                                                                                                                                                                                                                           turbulence with δν  k < Lc is the same (or very similar) to the fully rough asymptote
                                                                                                                                                                                                                                           in flows without streamwise curvature. We have already demonstrated in § 5 that the
                                                                                                                                                                                                                                           slope κ −1 of the fully rough asymptote is indeed (almost) the same. This leaves us with
                                                                                                                                                                                                                                           a comparison of the value of ks between TC turbulence and canonical systems without
                                                                                                                                                                                                                                           streamwise curvature.
                                                                                                                                                                                                                                              In the literature, we have found two reports on turbulent flows over sandpaper roughness:
                                                                                                                                                                                                                                           the work of Squire et al. (2016), which employed 36 grit sandpaper in a turbulent BL, and
                                                                                                                                                                                                                                           Flack et al. (2007), who employed (12, 24, and 80) grit sandpaper in turbulent BL flow.
                                                                                                                                                                                                                                           In the rough wall TC experiments reported here, we used grit 36 sandpaper. However, it is
                                                                                                                                                                                                                                           essential to realize that sandpaper is not only defined by the grit size. Other statistics, such
                                                                                                                                                                                                                                           as the skewness (an important parameter (Forooghi et al. 2017), which is 0.93 here and
                                                                                                                                                                                                                                           only 0.09 in the paper by Squire et al. (2016)), do vary with manufacturing methods. We
                                                                                                                                                                                                                                           have tried to use the very same sandpaper type (SP40F, Awuko Abrasives) as Squire et al.
                                                                                                                                                                                                                                           (2016). Unfortunately, the sandpaper turned out not to be waterproof, and detached from
                                                                                                                                                                                                                                           the inner cylinder. We then applied new water-resistant sandpaper (VSM, P36 grit ceramic
                                                                                                                                                                                                                                           industrial grade), with different surface roughness statistics.
                                                                                                                                                                                                                                              To compare the drag property of the sandpaper surfaces in TC to the respective
                                                                                                                                                                                                                                           sandpaper surfaces in literature, we plotted the relationship between ks and the
                                                                                                                                                                                                                                           root-mean-square height and skewness in figure 6. The surface properties of the sandpaper
                                                                                                                                                                                                                                           surface from Flack et al. (2007) are taken from Flack & Schultz (2010). The solid black
                                                                                                                                                                                                                                           line is the empirical correlation from Flack et al. (2020). We find that the relation between
                                                                                                                                                                                                                                           ks and the skewness Sk and the root-mean-square height kσ of the sandpaper used in our
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                                                                                                                                                                                                                                                                            Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                                              40
                                                                                                                                                                                                                                                                       Flack et al. (2007)
                                                                                                                                                                                                                                                                       Squire et al. (2016)
                                                                                                                                                                                                                                                              30       Gul et al. (2021)                                                   ES
                                                                                                                                                                                                                                                                       Taylor–Couette (2020)                       Flack et al. (2007)    > 0.35
                                                                                                                                                                                                                                                    ks/krms

                                                                                                                                                                                                                                                              20
                                                                                                                                                                                                                                                                       ks/krms = 2.48(1 + Sk)2.24
                                                                                                                                                                                                                                                                                                                   Squire et al. (2016)   0.482
                                                                                                                                                                                                                                                                                                                   Present                1.45
                                                                                                                                                                                                                                                              10

                                                                                                                                                                                                                                                                   0     0.5          1.0           1.5   2.0
                                                                                                                                                                                                                                                                                      Sk
                                                                                                                                                                                                                                           Figure 6. Relationship between the equivalent sand grain roughness height divided by the root-mean-square
                                                                                                                                                                                                                                           height ks /kσ , and the skewness parameter Sk of different sandpaper surfaces. The solid black line is the
                                                                                                                                                                                                                                           empirical correlation for Sk > 0 from Flack et al. (2020). Data from turbulent boundary layer flow using grit
                                                                                                                                                                                                                                           (12, 24 and 80) sandpaper (Flack, Schultz & Connelly 2007), of which the surface statistics are listed by Flack
                                                                                                                                                                                                                                           & Schultz (2010), turbulent boundary layer using grit 36 (Gul & Ganapathisubramani 2021) and (Squire et al.
                                                                                                                                                                                                                                           2016), and turbulent TC flow using grit 36 (present). ES is the effective slope defined as |dk/d(rθ )| (Napoli,
                                                                                                                                                                                                                                           Armenio & De Marchis 2008).

                                                                                                                                                                                                                                           rough wall TC experiments is consistent with the empirical trend given for the sandpaper
                                                                                                                                                                                                                                           used in rough wall turbulent BL flow analysis. It was hypothesized by Chung et al.
                                                                                                                                                                                                                                           (2021) that for fixed skewness, ks /k versus ES increases with increasing ES, exhibits
                                                                                                                                                                                                                                           a maximum, and then will decrease with further increasing ES. The results in figure 6
                                                                                                                                                                                                                                           support this hypothesis. Whether the deviation originates from the difference between TC
                                                                                                                                                                                                                                           and canonical systems without curvature, or originates from the different surface statistics
                                                                                                                                                                                                                                           (e.g. the ES for the present surface is higher, which indicates a denser surface), remains to
                                                                                                                                                                                                                                           be resolved.

                                                                                                                                                                                                                                           7. The constant angular momentum region in the bulk
                                                                                                                                                                                                                                           Thus far, we have discussed the velocity profiles of the inner cylinder boundary layer,
                                                                                                                                                                                                                                           i.e. y+ < 0.65Lc+ . By means of matching this profile to the bulk velocity profile at the
                                                                                                                                                                                                                                           boundary layer height, one can derive the relationship between the torque Nuω (Ta) and the
                                                                                                                                                                                                                                           velocity of the inner cylinder (Berghout et al. 2020; Cheng et al. 2020). For smooth wall
                                                                                                                                                                                                                                           inner cylinder rotating turbulent TC flow, it is well known that the angular momentum in
                                                                                                                                                                                                                                           the bulk (Mb ) is constant (Wendt 1933; Townsend 1976), and, in fact, very close to half
                                                                                                                                                                                                                                           the inner cylinder angular momentum (Mi = ωi ri2 ), Mb = 0.5Mi , for a stationary outer
                                                                                                                                                                                                                                           cylinder. For rough wall TC flow however, and especially for asymmetric roughness when
                                                                                                                                                                                                                                           the inner cylinder is of a different roughness height than the outer cylinder, the exact
                                                                                                                                                                                                                                           value of Mb is a priori unknown. However, what was shown is that for very rough walls,
                                                                                                                                                                                                                                           the bulk azimuthal velocity profile is shifted towards the rough cylinder (Zhu et al. 2017,
                                                                                                                                                                                                                                           2018; Berghout et al. 2019).
                                                                                                                                                                                                                                              If the bulk region velocity conforms to a constant angular momentum, it should
                                                                                                                                                                                                                                           match the angular momentum at the edge of the BL r = ri + δr , where δr = 0.65Lc .
                                                                                                                                                                                                                                           The momentum ratio (Mb /Mi ) is the angular momentum in the bulk over the angular
                                                                                                                                                                                                                                           momentum of the inner cylinder
                                                                                                                                                                                                                                                                                       Mb   ω|y=δr (ri + δr )2
                                                                                                                                                                                                                                                                                          =                    ,                                    (7.1)
                                                                                                                                                                                                                                                                                       Mi        ωi ri2
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                                                                                                                                                                                                                                                                                           P. Berghout and others
                                                                                                                                                                                                                                              (a) 1.0                         k s+ = 0       k s+ = 400     (b)
                                                                                                                                                                                                                                                                              k s+ = 189     k s+ = 484            0.7
                                                                                                                                                                                                                                                    0.8
                                                                                                                                                                                                                                                                              k s+ = 245     k s+ = 617
                                                                                                                                                                                                                                                                              k s+ = 317     k s+ = 706
                                                                                                                                                                                                                                                    0.6

                                                                                                                                                                                                                                                                                                            M/Mi
                                                                                                                                                                                                                                             ω/ωi

                                                                                                                                                                                                                                                                                                                   0.6
                                                                                                                                                                                                                                                    0.4

                                                                                                                                                                                                                                                    0.2                                                            0.5

                                                                                                                                                                                                                                                     0        0.2       0.4         0.6     0.8       1.0           0    0.2   0.4     0.6   0.8    1.0
                                                                                                                                                                                                                                                                        (r – ri)/d                                              (r – ri)/d
                                                                                                                                                                                                                                           Figure 7. Bulk velocity profiles. (a) The mean angular velocity normalized with the inner velocity ω/ωi versus
                                                                                                                                                                                                                                           the radius (r − ri )/d normalized with the gap width d. The profiles for different roughness heights ks+ are
                                                                                                                                                                                                                                           compared. The bulk profile is strongly shifted towards the rough inner cylinder, as the roughness there enhances
                                                                                                                                                                                                                                           the coupling between the inner BL and the bulk, similarly as the ribs have done in Zhu et al. (2018). (b) The
                                                                                                                                                                                                                                           angular momentum M normalized with the inner cylinder angular momentum Mi . Solid lines are the PIV results
                                                                                                                                                                                                                                           and dashed lines (Mb /Mi ) are calculated from (7.1). The colours are the same in both figures. The grey line is
                                                                                                                                                                                                                                           the smooth wall profile at Ta = 6.2 × 1012 , obtained from Huisman et al. (2013).

                                                                                                                                                                                                                                           where ω|y=δr = ωτ,i (ωi+ − ωr+ ( y+ = δr+ )), and we use the velocity profile of the rough
                                                                                                                                                                                                                                           inner cylinder BL, figure 3 and (3.3), ω+ , ωr+ ( y+ = δr+ ) = (1/λ) log δr+ + (1/κ −
                                                                                                                                                                                                                                                      + + 1.0 − ω+ . Figure 7 compares the result from (7.1) (dashed line) with
                                                                                                                                                                                                                                           1/λ) log Lc,r
                                                                                                                                                                                                                                           the experimentally obtained velocity profiles (solid lines), which demonstrates agreement
                                                                                                                                                                                                                                           between the calculated and the measured profiles. This supports the assumption that the
                                                                                                                                                                                                                                           rough-wall velocity profiles also conform to a constant angular momentum in the bulk.
                                                                                                                                                                                                                                           Finally, we point out that the ‘undershooting’ and ‘overshooting’ of the profiles in the
                                                                                                                                                                                                                                           bulk, i.e. the slight increase in M with increasing r, is likely an effect of the turbulent
                                                                                                                                                                                                                                           Taylor vortices, and is therefore expected to depend on the height coordinate z (Huisman
                                                                                                                                                                                                                                           et al. 2014). This arises from the detaching plumes which are transported to the other
                                                                                                                                                                                                                                           side of the gap by the Taylor rolls. Similar overshooting is well known from temperature
                                                                                                                                                                                                                                           profiles in turbulent Rayleigh–Bénard flow (Tilgner, Belmonte & Libchaber 1993; Ahlers,
                                                                                                                                                                                                                                           Grossmann & Lohse 2009).

                                                                                                                                                                                                                                           8. Calculation of Nuω (Ta) and Cf (Re)
                                                                                                                                                                                                                                           Because the angular momentum in the bulk is, to a good approximation, constant, we
                                                                                                                                                                                                                                           can match the angular momentum of the inner cylinder BL at the BL height with the
                                                                                                                                                                                                                                           angular momentum of the outer cylinder BL at the BL height, i.e. M(δi,r ) = M(δo,s ). This
                                                                                                                                                                                                                                           approach is based on the matching of the BL and bulk velocity profiles in the recent CPS
                                                                                                                                                                                                                                           model (Cheng et al. 2020). Subscripts (i, o) refer to inner cylinder and outer cylinder
                                                                                                                                                                                                                                           BL quantities, where subscripts (s, r) refer to smooth and rough wall quantities, and δ =
                                                                                                                                                                                                                                                                                                                        +        +
                                                                                                                                                                                                                                           0.65Lc for the inner cylinder and outer cylinder (rough and smooth) so that δi,r = αLc,i,r ,
                                                                                                                                                                                                                                            +       +
                                                                                                                                                                                                                                           δo,s = αLc,o,s with α = 0.65. The matching argument becomes

                                                                                                                                                                                                                                                                                        + +                              +    +
                                                                                                                                                                                                                                                                    (ri + δi,r )2 ωτ,i ωIC (δi,r ) = (ro − δo,s )2 ωτ,o ωOC (δo,s ),                 (8.1)
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                                                                                                                                                                                                                                                                    Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                           where we realize that ωτ,o = η2 ωτ,i . We substitute the BL equations for respectively rough
                                                                                                                                                                                                                                           and smooth walls into (8.1) and obtain
                                                                                                                                                                                                                                                                                                                           
                                                                                                                                                                                                                                                                       + 1         +       1 1            +                 +
                                                                                                                                                                                                                                                  (ri + δi,r ) ωτ,i ωi − log(δi,r ) −
                                                                                                                                                                                                                                                              2
                                                                                                                                                                                                                                                                                              −      log(Lc,i,r ) − Ci + ω
                                                                                                                                                                                                                                                                          λ                κ     λ
                                                                                                                                                                                                                                                                                                                      
                                                                                                                                                                                                                                                                            1        +        1 1            +
                                                                                                                                                                                                                                                      = (ro − δo,s ) ωτ,o
                                                                                                                                                                                                                                                                     2
                                                                                                                                                                                                                                                                              log(δo,s ) +       −     log(Lc,o,s ) + Co .         (8.2)
                                                                                                                                                                                                                                                                            λ                 κ    λ
                                                                                                                                                                                                                                                                                       +
                                                                                                                                                                                                                                           The rough wall, inner cylinder BL height δi,r and the velocity shift ω+ are functions of
                                                                                                                                                                                                                                           the sand grain size ks+ . This makes the matching equation more involved, compared with
                                                                                                                                                                                                                                           the smooth wall case (Berghout et al. 2020; Cheng et al. 2020).
                                                                                                                                                                                                                                             Following Cheng et al. (2020), we now rewrite the equation in terms of Reτ,i and Rei .
                                                                                                                                                                                                                                           The inner cylinder angular velocity becomes
                                                                                                                                                                                                                                                                                            Rei
                                                                                                                                                                                                                                                                                  ωi+ =           .                                (8.3)
                                                                                                                                                                                                                                                                                           2Reτ,i
                                                                                                                                                                                                                                           The equivalent sand grand size is
                                                                                                                                                                                                                                                                                      ks
                                                                                                                                                                                                                                                                             ks+ =2      Reτ,i = Reτ,i .                          (8.4)
                                                                                                                                                                                                                                                                                      d
                                                                                                                                                                                                                                           The fully rough asymptote from (5.1) can now be rewritten as
                                                                                                                                                                                                                                                                              1
                                                                                                                                                                                                                                                                         ω+ = log(Reτ,i ) + A − B.                               (8.5)
                                                                                                                                                                                                                                                                              κ
                                                                                                                                                                                                                                                                                      +                      +       +
                                                                                                                                                                                                                                           The inner cylinder, rough wall, BL height δi,r is rewritten from δi,r = αLc,i,r as
                                                                                                                                                                                                                                                                                                                         
                                                                                                                                                                                                                                                       +     2αηReτ,i                    Rei      1
                                                                                                                                                                                                                                                     δi,r =           ; with Z =               + log(Reτ,i ) + A − B .            (8.6)
                                                                                                                                                                                                                                                            κ(1 − η)Z                  2Reτ,i κ
                                                                                                                                                                                                                                                                                       + is rewritten from δ + = αL+
                                                                                                                                                                                                                                           The outer cylinder, smooth wall, BL height δo,s                  o,r    c,o,r as

                                                                                                                                                                                                                                                                                +
                                                                                                                                                                                                                                                                                         4αη2 Re2τ,i
                                                                                                                                                                                                                                                                               δo,s =                  ,                           (8.7)
                                                                                                                                                                                                                                                                                        κ(1 − η)Rei
                                                                                                                                                                                                                                           We can now substitute (8.3)–(8.7) into (8.2), and obtain
                                                                                                                                                                                                                                                                                    
                                                                                                                                                                                                                                                 α 2    Rei       1        2αηReτ,i
                                                                                                                                                                                                                                             1+                 − log
                                                                                                                                                                                                                                                κZ      2Reτ,i λ           κ(1 − η)Z
                                                                                                                                                                                                                                                                                                            
                                                                                                                                                                                                                                                    1 1              2ηReτ,i        1
                                                                                                                                                                                                                                                −     −      log                 + log(Reτ,i ) + A − B − Ci
                                                                                                                                                                                                                                                    κ   λ          κ(1 − η)Z        κ
                                                                                                                                                                                                                                                              2                                        
                                                                                                                                                                                                                                                     2αηReτ,i       1        4αη Re2τ,i
                                                                                                                                                                                                                                                                                  2
                                                                                                                                                                                                                                                                                                1 1             4η2 Re2τ,i
                                                                                                                                                                                                                                              = 1−                    log                   +      −     log               +Co .
                                                                                                                                                                                                                                                       κRei         λ       κ(1 − η)Rei         κ    λ         κ(1 − η)Rei
                                                                                                                                                                                                                                                                                                                             (8.8)
                                                                                                                                                                                                                                           This implicit equation can be solved numerically to obtain Reτ,i (Rei ) with parameters
                                                                                                                                                                                                                                           Ci = 1.0, Co = 2.0, A = 5.0, B = 8.5, κ = 0.39 (in accordance with Huisman et al.
                                                                                                                                                                                                                                           2013; Berghout et al. 2020), λ = 0.64, α = 0.65 for these experiments, η = 0.714 and
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                                                                                                                                                                                                                                                                                   P. Berghout and others

                                                                                                                                                                                                                                              (a) 104                                               (b) 10–2
                                                                                                                                                                                                                                                               Smooth
                                                                                                                                                                                                                                                               Rough
                                                                                                                                                                                                                                                   103

                                                                                                                                                                                                                                              Nu                                                     Cf
                                                                                                                                                                                                                                                   102
                                                                                                                                                                                                                                                                                                          10–3

                                                                                                                                                                                                                                                   101
                                                                                                                                                                                                                                                      1010               1012                1014            105             106                107
                                                                                                                                                                                                                                                                          Ta                                                 Rei
                                                                                                                                                                                                                                           Figure 8. Global response of the rough ks /d = 0.012 and smooth wall TC turbulence. (a) Nusselt number
                                                                                                                                                                                                                                           Nuω = (2Re2τ η(1 + η))/Rei versus Ta. (b) Friction factor Cf = 8Re2τ /Re2i versus Rei . Blue diamonds are the
                                                                                                                                                                                                                                           smooth wall experiments of van Gils et al. (2011b), where the solid blue line shows the theory of Berghout
                                                                                                                                                                                                                                           et al. (2020) for smooth wall TC turbulence. Black squares are the rough inner cylinder measurements from the
                                                                                                                                                                                                                                           present work. The solid black line is (8.8).

                                                                                                                                                                                                                                            = 2(0.9694/78.2) = 0.024. Finally, by means of (1.3)–(2.1), we express the result
                                                                                                                                                                                                                                           Reτ,i (Rei ) into Nuω (Ta) and Cf (Rei ), respectively.
                                                                                                                                                                                                                                              Figure 8 presents the final result, together with the experimental data from smooth
                                                                                                                                                                                                                                           walls (van Gils et al. 2011b) and with the equation for smooth wall TC (Berghout et al.
                                                                                                                                                                                                                                           2020) (grey). The black open squares represent the fully rough inner cylinder rotating TC
                                                                                                                                                                                                                                           experiments presently. The black solid line is our calculation from (8.8). We emphasize
                                                                                                                                                                                                                                           that no fitting parameters were used. All parameters find their origin in the velocity
                                                                                                                                                                                                                                           profiles, and originate from the slopes of the logarithmic velocity profiles (κ −1 , λ−1 ),
                                                                                                                                                                                                                                           the offset of the smooth velocity profile (A, Ci , Co ) or the BL thickness fit for smooth
                                                                                                                                                                                                                                           walls α. This reflects that all parameters are universal for all radius ratios, and cannot
                                                                                                                                                                                                                                           and need not be ‘tuned’. Regarding the quantification of the accuracy and repeatability
                                                                                                                                                                                                                                           of the torque measurements, we carried out 6 individual time series measurements of
                                                                                                                                                                                                                                           the torque at a fixed Re = 0.99 × 106 . We find that the mean standard deviation of the
                                                                                                                                                                                                                                           individual time series of the torque, binned over 1 min intervals, was 1.72, which is larger
                                                                                                                                                                                                                                           than the error in the torque sensor typically expressed by manufacturers as a percentage
                                                                                                                                                                                                                                           of the maximum rated load. The maximum spread in the mean Nusselt numbers among
                                                                                                                                                                                                                                           the different measurements was 5.54. Both numbers were smaller than the marker size in
                                                                                                                                                                                                                                           figure 8(a).
                                                                                                                                                                                                                                              The agreement between (8.8) and the experimental data is convincing. The mean
                                                                                                                                                                                                                                           absolute error was only 4.9 %, and for the three highest Taylor numbers, the error was less
                                                                                                                                                                                                                                           than 2 %. This implies that from straightforward measurements of the torque, for given
                                                                                                                                                                                                                                           inner cylinder rotation speed, we can calculate the value of ks with a reasonable accuracy.
                                                                                                                                                                                                                                           This means that the TC facility can potentially be used for direct and fast measurements
                                                                                                                                                                                                                                           of surface drag properties, as characterized by ks .

                                                                                                                                                                                                                                           9. Discussion
                                                                                                                                                                                                                                           In the foregoing sections, we have shown that the TC set-up can be employed to study the
                                                                                                                                                                                                                                           drag of rough surfaces. In particular, we have investigated the necessary scale separation,
                                                                                                                                                                                                                                           the functional form of the velocity profiles and, from the velocity profiles, the calculation
                                                                                                                                                                                                                                           of Nuω (Ta). Here we address some final implications of the experiments and modelling
                                                                                                                                                                                                                                           ideas.
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                                                                                                                                                                                                                                                                        Taylor–Couette flow with rough surfaces
                                                                                                                                                                                                                                                         log(y/d)
                                                                                                                                                                                                                                                                                         Lc  δν, Lc  k
                                                                                                                                                                                                                                                        Gap                                                                      d/d = 1

                                                                                                                                                                                                                                                                                         Constant ang. mom.

                                                                                                                                                                                                                                                                                Curv
                                                                                                                                                                                                                                                                                       atur
                                                                                                                                                                                                                                                                                           e log
                                                                                                                                                                                                                                                                                 She
                                                                                                                                                                                                                                                                                    ar l
                                                                                                                                                                                                                                                                                         og                              Lc/d ∝ 1/Z
                                                                                                                                                                                                                                                  Roughness                                                                      k/d = constant

                                                                                                                                                                                                                                                                                                      δν/d = 1/Reτ
                                                                                                                                                                                                                                                                                                                                  log(Reτ)
                                                                                                                                                                                                                                                                    Smooth      Transitionally        Fully          Obstacle
                                                                                                                                                                                                                                                                                    rough             rough
                                                                                                                                                                                                                                            Figure 9. Schematic of the various rough TC flow regimes and their relationships with the mean velocity
                                                                                                                                                                                                                                                                                           profile.

                                                                                                                                                                                                                                              The calculation of Nuω (Ta) mostly follows the idea of matching velocity profiles
                                                                                                                                                                                                                                           of Cheng et al. (2020). However, Cheng et al. (2020) assumed that the bulk angular
                                                                                                                                                                                                                                           momentum is always 0.5 times the inner cylinder angular momentum. In § 7, we have
                                                                                                                                                                                                                                           shown that this is not the case when the drag of the inner cylinder is different from the
                                                                                                                                                                                                                                           drag of the outer cylinder. Consequently, we matched the angular momentum of the IC BL
                                                                                                                                                                                                                                           with the bulk at the boundary layer height, and calculated the bulk angular momentum as
                                                                                                                                                                                                                                           a function of the roughness height (see figure 7 and (7.1)).
                                                                                                                                                                                                                                              In § 5, we showed that the rough IC BL velocity profile follows, to a good approximation,
                                                                                                                                                                                                                                           the fully rough asymptote. Hence, we conclude that the turbulent flow occupies the fully
                                                                                                                                                                                                                                           rough regime. However, the friction factor Cf does not exhibit fully rough behaviour, i.e.
                                                                                                                                                                                                                                           Cf (Rei ) is not constant, see figure 8(b). This arises from the fact that only the IC is rough
                                                                                                                                                                                                                                           and the outer cylinder is still smooth. Much like the experiments of Zhu et al. (2018), who
                                                                                                                                                                                                                                           found that only when both cylinders are rough and pressure drag dominates viscous drag
                                                                                                                                                                                                                                           at both cylinders is τw ∝ Re2i , i.e. Cf (Rei ) = Constant. If both cylinders would be rough,
                                                                                                                                                                                                                                           we could modify the right hand side of (8.2) and match two rough angular momentum
                                                                                                                                                                                                                                           profiles. This is left for future research.
                                                                                                                                                                                                                                              Finally, we note that a limit exists for which the modelling, as discussed in this paper,
                                                                                                                                                                                                                                           would no longer work. At that limit, the dispersive fluctuations of the rough wall are not
                                                                                                                                                                                                                                           constrained to the shear logarithmic region, i.e. hr /(0.20Lc ) > 1 (with hr as the roughness
                                                                                                                                                                                                                                           sublayer height) and the flow enters the obstacle regime, see figure 9. However, we realize
                                                                                                                                                                                                                                           that this limit is far away in terms of Reτ , as Lc /d ∝ 1/Z ∝ 1/(Rei /Reτ + log(Reτ )). For
                                                                                                                                                                                                                                           the current system configuration, we calculate that hr > 0.20Lc for Reτ > O(107 ), with
                                                                                                                                                                                                                                           hr ≈ 2.5ks , see Berghout et al. (2019). In fact, the obstacle regime might itself consist
                                                                                                                                                                                                                                           of two varying regimes. One where 0.20Lc < hr < Lc , and the roughness penetrates the
                                                                                                                                                                                                                                           curvature logarithmic region. Then a second regime where hr > Lc and the roughness
                                                                                                                                                                                                                                           penetrates the bulk.

                                                                                                                                                                                                                                           10. Summary, conclusions and outlook
                                                                                                                                                                                                                                           We conducted experiments of inner cylinder rotating (and stationary outer cylinder)
                                                                                                                                                                                                                                           Taylor–Couette (TC) turbulence with a rough inner cylinder and a smooth outer cylinder.
                                                                                                                                                                                                                                                                                                                                           919 A45-17
Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 06 Jul 2021 at 07:41:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/jfm.2021.413

                                                                                                                                                                                                                                                                                    P. Berghout and others
                                                                                                                                                                                                                                           We measured the torque and, by means of PIV, the mean angular velocity profiles.
                                                                                                                                                                                                                                           The rough surface consisted of P36 industrial grade sandpaper, where the roughness
                                                                                                                                                                                                                                           height k = 6kσ , with kσ as the standard deviation of the roughness height, over the gap
                                                                                                                                                                                                                                           width d was k/d = 0.014. The roughness height k was much larger than the viscous
                                                                                                                                                                                                                                           length scale δν , such that k/δν = 204–762. The velocity shift of the rough wall angular
                                                                                                                                                                                                                                           velocity profiles, compared with the reference smooth wall, in the ‘log-law region’, was
                                                                                                                                                                                                                                           ω+ > 9 over the whole range of 4.6 × 105 < Rei < 1.77 × 106 . Hence, the sandpaper
                                                                                                                                                                                                                                           was hydrodynamically fully rough. Furthermore, the roughness height k < 0.090Lc ,
                                                                                                                                                                                                                                           where 0.20Lc is the height (Berghout et al. 2020) that separates the region in the BL
                                                                                                                                                                                                                                           where production of turbulence is dominated by shear from the region in the BL where
                                                                                                                                                                                                                                           production of turbulence is affected by streamwise curvature.
                                                                                                                                                                                                                                              Using the mean azimuthal velocity profiles, we found that the slope of the fully rough
                                                                                                                                                                                                                                           asymptote, characterized by κ = 0.34 ± 0.02, was similar to previous findings in flat-plate
                                                                                                                                                                                                                                           BLs κ ≈ 0.38. Also, the value of the equivalent sand grain roughness height ks compared
                                                                                                                                                                                                                                           reasonably well with those found for sandpaper in flat plate BLs (Flack et al. 2007; Squire
                                                                                                                                                                                                                                           et al. 2016).
                                                                                                                                                                                                                                              Finally, to obtain the relationship between the dimensionless torque and dimensionless
                                                                                                                                                                                                                                           driving of the system Nuω (Ta), we employed a matching argument between the inner
                                                                                                                                                                                                                                           cylinder BL rough mean angular momentum profile at the inner cylinder BL height, and
                                                                                                                                                                                                                                           the smooth outer cylinder BL mean angular momentum profile at the outer cylinder BL
                                                                                                                                                                                                                                           height, based on the CPS model of Cheng et al. (2020), see also Berghout et al. (2020).
                                                                                                                                                                                                                                           To justify this, we first showed that for a rough wall inner cylinder, a region of constant
                                                                                                                                                                                                                                           angular momentum exists in the bulk. We find a convincing overlap between the calculated
                                                                                                                                                                                                                                           value of the torque (or wall shear stress), and the experimentally measured values of the
                                                                                                                                                                                                                                           torque, with a mean absolute error of 4.9 %.
                                                                                                                                                                                                                                              These findings indicate that the turbulent TC facility can be a valuable set-up
                                                                                                                                                                                                                                           for characterizing the turbulent drag properties of any rough surface. Direct and
                                                                                                                                                                                                                                           straightforward measurements of the torque can now be translated to a value of the
                                                                                                                                                                                                                                           equivalent sand grain roughness height ks . It seems that the value of ks found in TC is
                                                                                                                                                                                                                                           similar to the value of ks found in flat-plate BLs.
                                                                                                                                                                                                                                              As an outlook to future work, we propose that more studies in both turbulent flat-plate
                                                                                                                                                                                                                                           BLs and turbulent TC flow, with identical rough surfaces, are carried out to further
                                                                                                                                                                                                                                           compare the drag properties of these surfaces. Further unanswered questions include
                                                                                                                                                                                                                                           the effects of even more considerable roughness penetrating the curvature-affected
                                                                                                                                                                                                                                           logarithmic regime of the BL, which is related to finding the slope of the fully rough
                                                                                                                                                                                                                                           asymptote in that region. This could also be achieved by employing a TC set-up with a
                                                                                                                                                                                                                                           lower radius ratio η, thus increasing curvature effects.
                                                                                                                                                                                                                                           Acknowledgements. We would like to thank B. Benschop, M. Bos and G.W. Bruggert for their technical
                                                                                                                                                                                                                                           support, Y.A. Lee for his support in the lab, and M.A. Bruning for discussions. We also thank D. Pullin for his
                                                                                                                                                                                                                                           generous and profound comments on the manuscript.

                                                                                                                                                                                                                                           Funding. This study was funded by the Netherlands Organisation for Scientific Research (NWO) through
                                                                                                                                                                                                                                           the Multiscale Catalytic Energy Conversion (MCEC) research center and the GasDrive project 14504, by
                                                                                                                                                                                                                                           the European Research Council (ERC) Advanced Grant ‘Droplet Diffusive Dynamics’, and by the Priority
                                                                                                                                                                                                                                           Programme SPP 1881 Turbulent Superstructures of the Deutsche Forschungs-gemeinschaft.

                                                                                                                                                                                                                                           Declaration of interests. The authors report no conflicts of interest.

                                                                                                                                                                                                                                           Author ORCIDs.
                                                                                                                                                                                                                                             Pieter Berghout https://orcid.org/0000-0002-7231-3132;
                                                                                                                                                                                                                                             Pim A. Bullee https://orcid.org/0000-0001-7602-7726;

                                                                                                                                                                                                                                           919 A45-18
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